# Text-driven 3D scene editing on Text-driven editing evaluation set 10 edits across 2 scenes

Source: [Text-driven 3D scene editing on Text-driven editing evaluation set 10 edits across 2 scenes](<https://www.sota2.com/research/sota/text-driven-3d-scene-editing-on-text-driven-editing-evaluation-set-10-edits-across-2-scenes>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:38:28.061Z

Evaluation of text-driven 3D scene editing performance using a specific evaluation set comprising 10 edits across 2 scenes, measured by CLIP directionality and user voting metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Text-driven 3D scene editing |
| Dataset (including any stated split) | Text-driven editing evaluation set 10 edits across 2 scenes |
| Metric | CLIP Directionality Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [CLIP Directionality Score](<https://www.sota2.com/research/sota/text-driven-3d-scene-editing-on-text-driven-editing-evaluation-set-10-edits-across-2-scenes.md?metric=CLIP%20Directionality%20Score>): Higher is better; unit: SCALAR.

- [User Vote Percentage](<https://www.sota2.com/research/sota/text-driven-3d-scene-editing-on-text-driven-editing-evaluation-set-10-edits-across-2-scenes.md?metric=User%20Vote%20Percentage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CLIP Directionality Score | Result date | Report paper |
| --- | --- | --- | --- |
| CustomNeRF | 22.66 | Not recorded | 68fa71571e209131cea50aa4 |
| RePaint-NeRF | 16.34 | Not recorded | 68fa71571e209131cea50aa4 |
| Instruct-NeRF2NeRF | 11.48 | Not recorded | 68fa71571e209131cea50aa4 |

### CustomNeRF

CLIP Directionality Score: 22.66. Result ID: 6991c66c3a6c3148490a832c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50aa4.md>)

[Implementation](<https://customnerf.github.io/>)

Recorded evaluation configuration: {"mode":"Ours"}. This record does not assert independent reproduction.

### RePaint-NeRF

CLIP Directionality Score: 16.34. Result ID: 6991c66c3a6c3148490a832b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea51303.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Instruct-NeRF2NeRF

CLIP Directionality Score: 11.48. Result ID: 6991c66c3a6c3148490a832a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50aa4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8c1e209131cea46220.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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